{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GradCAM (Gradient class activation mappinng)\n",
    "\n",
    "这个版本主要用来了解制作Grad_Cam的过程，并没有特意封装\n",
    "\n",
    "每行代码几乎都有注解\n",
    "\n",
    "---\n",
    "\n",
    "\n",
    "首先看到整个Grad CAM的生成是由下面的公式进行\n",
    "\n",
    ">$L_{Grad-CAM}^c = ReLU(\\sum_k\\alpha^c_kA^k)$\n",
    "\n",
    "\n",
    "我们可以发现到代码函数GradCam()最终生成的cam 就是公式中的 $RELU (\\alpha_{k}^{c} A^k)$，就是目标层\n",
    "\n",
    "为什么要将目标层定在Relu层呢？ 我们假设分类的类别是\"C\"这个类，**所以relu通常输出的是对类别C有作用的正值**，取这层才能将类别C的特征明显取出来，其余负值就相当于是其他类别A , B, D ...etc等等的了\n",
    "\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "\n",
    "而函数最下面有一个利用for loop的方式将relu层输出的平均weights（要先经由类别C的反向传播才能求得） 以及\n",
    "\n",
    "Relu层输出的feature map 做 线性组合运算，也就是公式中的 $\\alpha_{k}^{c} A^k$\n",
    "\n",
    "<br>\n",
    "<br>\n",
    "\n",
    "$\\alpha_{k}^{c}$  = 基于类别C反向传播后，relu层的的梯度\n",
    "    \n",
    "$A^k$ = relu目标层的feature map A, k 表示深度 这边是512\n",
    "\n",
    "\n",
    "\n",
    "最终，我们将目标层平均权重乘上目标层feature map的结果放到空白的map上就是我们要的结果CAM\n",
    "\n",
    "然后将CAM叠加到原图上就能清楚的显示目标层所提取的特征对应原图的哪个位置了\n",
    "\n",
    "\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<mark>注意一下，代码中说的目标层就是我们锁定的VGG16中的第29层relu层</mark>\n",
    "\n",
    "\n",
    "\n",
    "论文连接: https://arxiv.org/pdf/1610.02391v1.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "import torch as t\n",
    "from torchvision import models\n",
    "import cv2\n",
    "import sys\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {}
   },
   "outputs": [],
   "source": [
    "class FeatureExtractor():\n",
    "    \"\"\"\n",
    "    1. 提取目标层特征\n",
    "    2. register 目标层梯度\n",
    "    \"\"\"\n",
    "    def __init__(self, model, target_layers):\n",
    "        self.model = model\n",
    "        self.model_features = model.features\n",
    "        self.target_layers = target_layers\n",
    "        self.gradients = list()\n",
    "    def save_gradient(self, grad):\n",
    "        self.gradients.append(grad)\n",
    "    def get_gradients(self):\n",
    "        return self.gradients\n",
    "    def __call__(self, x):\n",
    "        target_activations = list()\n",
    "        self.gradients = list()\n",
    "        for name, module in self.model_features._modules.items(): #遍历的方式遍历网络的每一层\n",
    "            x = module(x) #input 会经过遍历的每一层\n",
    "            if name in self.target_layers: #设个条件，如果到了你指定的层， 则继续\n",
    "                x.register_hook(self.save_gradient) #利用hook来记录目标层的梯度\n",
    "                target_activations += [x] #这里只取得目标层的features\n",
    "        x = x.view(x.size(0), -1) #reshape成 全连接进入分类器\n",
    "        x = self.model.classifier(x)#进入分类器\n",
    "        return target_activations, x,\n",
    "\n",
    "        \n",
    "def preprocess_image(img):\n",
    "    \"\"\"\n",
    "    预处理层\n",
    "    将图像进行标准化处理\n",
    "    \"\"\"\n",
    "    mean = [0.485, 0.456, 0.406] \n",
    "    stds = [0.229, 0.224, 0.225]\n",
    "    preprocessed_img = img.copy()[:, :, ::-1] # BGR > RGB\n",
    "    \n",
    "    #标准化处理， 将bgr三层都处理\n",
    "    for i in range(3):\n",
    "\n",
    "        preprocessed_img[:, :, i] = preprocessed_img[:, :, i] - mean[i]\n",
    "        preprocessed_img[:, :, i] = preprocessed_img[:, :, i] / stds[i]\n",
    "        \n",
    "    preprocessed_img = \\\n",
    "        np.ascontiguousarray(np.transpose(preprocessed_img, (2, 0, 1))) #transpose HWC > CHW\n",
    "    preprocessed_img = t.from_numpy(preprocessed_img) #totensor\n",
    "    preprocessed_img.unsqueeze_(0)\n",
    "    input = t.tensor(preprocessed_img, requires_grad=True)\n",
    "    \n",
    "    return input\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {}
   },
   "outputs": [],
   "source": [
    "def show_cam_on_image(img, mask):\n",
    "    heatmap = cv2.applyColorMap(np.uint8(255*mask), cv2.COLORMAP_JET) #利用色彩空间转换将heatmap凸显\n",
    "    heatmap = np.float32(heatmap)/255 #归一化\n",
    "    cam = heatmap + np.float32(img) #将heatmap 叠加到原图\n",
    "    cam = cam / np.max(cam)\n",
    "    cv2.imwrite('GradCam_test.jpg', np.uint8(255 * cam))#生成图像\n",
    "    \n",
    "    cam = cam[:, :, ::-1] #BGR > RGB\n",
    "    plt.figure(figsize=(10, 10))\n",
    "    plt.imshow(np.uint8(255*cam))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {}
   },
   "outputs": [],
   "source": [
    "class GradCam():\n",
    "    \"\"\"\n",
    "    GradCam主要执行\n",
    "    1.提取特征（调用FeatureExtractor)\n",
    "    2.反向传播求目标层梯度\n",
    "    3.实现目标层的CAM图\n",
    "    \"\"\"\n",
    "    def __init__(self, model, target_layer_names):\n",
    "        self.model = model\n",
    "\n",
    "\n",
    "        self.extractor = FeatureExtractor(self.model, target_layer_names)\n",
    "    def forward(self, input):\n",
    "        return self.model(input)\n",
    "    def __call__(self, input):\n",
    "        features, output = self.extractor(input) #这里的feature 对应的就是目标层的输出， output是图像经过分类网络的输出\n",
    "        output.data\n",
    "        one_hot = output.max() #取1000个类中最大的值\n",
    "            \n",
    "        self.model.features.zero_grad() #梯度清零\n",
    "        self.model.classifier.zero_grad() #梯度清零\n",
    "        one_hot.backward(retain_graph=True) #反向传播之后，为了取得目标层梯度\n",
    "        \n",
    "        grad_val = self.extractor.get_gradients()[-1].data.numpy()\n",
    "        #调用函数get_gradients(),  得到目标层求得的梯\n",
    "        \n",
    "        target = features[-1] \n",
    "        #features 目前是list 要把里面relu层的输出取出来, 也就是我们要的目标层 shape(1, 512, 14, 14)\n",
    "        target = target.data.numpy()[0, :] #(1, 512, 14, 14) > (512, 14, 14) \n",
    "        \n",
    "        \n",
    "        weights = np.mean(grad_val, axis = (2, 3))[0, :] #array shape (512, ) 求出relu梯度的 512层 每层平均权重\n",
    "        \n",
    "        cam = np.zeros(target.shape[1:]) #做一个空白map，待会将值填上\n",
    "        #(14, 14)  shape(512, 14, 14)tuple  索引[1:] 也就是从14开始开始\n",
    "        \n",
    "        #for loop的方式将平均后的权重乘上目标层的每个feature map， 并且加到刚刚生成的空白map上\n",
    "        for i, w in enumerate(weights): \n",
    "            cam += w * target[i, :, :] \n",
    "            #w * target[i, :, :]\n",
    "            #target[i, :, :] = array:shape(14, 14)\n",
    "            #w = 512个的权重均值 shape(512, )\n",
    "            #每个均值分别乘上target的feature map\n",
    "            #在放到空白的14*14上（cam)\n",
    "            #最终 14*14的空白map 会被填满\n",
    "            \n",
    "        cam = cv2.resize(cam, (224, 224)) #将14*14的featuremap 放大回224*224\n",
    "        cam = cam - np.min(cam)\n",
    "        cam = cam  / np.max(cam)\n",
    "        return cam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {}
   },
   "outputs": [],
   "source": [
    "grad_cam = GradCam(model = models.vgg16(pretrained=True), \\\n",
    "    target_layer_names = [\"29\"])\n",
    "\n",
    "#使用预训练vgg16\n",
    "#我们的目标层取第29层relu, relu层只保留有用的结果， 所以取其层最能突显出特征\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {}
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:47: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "img = cv2.imread('./images/gorilla.jpg') #读取图像\n",
    "img = np.float32(cv2.resize(img, (224, 224))) / 255 #为了丢到vgg16要求的224*224 先进行缩放并且归一化\n",
    "input = preprocess_image(img)\n",
    "\n",
    "mask = grad_cam(input)\n",
    "show_cam_on_image(img, mask)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
